Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20000
Missing cells	286735
Missing cells (%)	32.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	352.0 B

Variable types

Numeric	39
Categorical	5

Alerts

`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`EtCO2` has 16784 (83.9%) missing values	Missing
`BaseExcess` has 19442 (97.2%) missing values	Missing
`HCO3` has 19584 (97.9%) missing values	Missing
`FiO2` has 14178 (70.9%) missing values	Missing
`pH` has 14246 (71.2%) missing values	Missing
`PaCO2` has 14221 (71.1%) missing values	Missing
`SaO2` has 14875 (74.4%) missing values	Missing
`AST` has 11536 (57.7%) missing values	Missing
`BUN` has 1591 (8.0%) missing values	Missing
`Alkalinephos` has 11530 (57.6%) missing values	Missing
`Calcium` has 1550 (7.8%) missing values	Missing
`Chloride` has 18383 (91.9%) missing values	Missing
`Creatinine` has 1588 (7.9%) missing values	Missing
`Bilirubin_direct` has 18529 (92.6%) missing values	Missing
`Glucose` has 1173 (5.9%) missing values	Missing
`Lactate` has 15240 (76.2%) missing values	Missing
`Magnesium` has 3543 (17.7%) missing values	Missing
`Phosphate` has 8365 (41.8%) missing values	Missing
`Potassium` has 1434 (7.2%) missing values	Missing
`Bilirubin_total` has 11522 (57.6%) missing values	Missing
`TroponinI` has 13436 (67.2%) missing values	Missing
`Hct` has 1953 (9.8%) missing values	Missing
`Hgb` has 1941 (9.7%) missing values	Missing
`PTT` has 15602 (78.0%) missing values	Missing
`WBC` has 2000 (10.0%) missing values	Missing
`Fibrinogen` has 18052 (90.3%) missing values	Missing
`Platelets` has 1992 (10.0%) missing values	Missing
`Unit1` has 6095 (30.5%) missing values	Missing
`Unit2` has 6095 (30.5%) missing values	Missing
`FiO2` is highly skewed (γ1 = 76.2985385)	Skewed
`PatientID` is uniformly distributed	Uniform
`PatientID` has unique values	Unique
`HospAdmTime` has 1145 (5.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:24:36.588632
Analysis finished	2021-11-29 10:24:45.631614
Duration	9.04 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	20000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110000.5

Minimum	100001
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	100001
5-th percentile	101000.95
Q1	105000.75
median	110000.5
Q3	115000.25
95-th percentile	119000.05
Maximum	120000
Range	19999
Interquartile range (IQR)	9999.5

Descriptive statistics

Standard deviation	5773.647028
Coefficient of variation (CV)	0.05248746167
Kurtosis	-1.2
Mean	110000.5
Median Absolute Deviation (MAD)	5000
Skewness	0
Sum	2200010000
Variance	33335000
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100001	1	< 0.1%
113331	1	< 0.1%
113338	1	< 0.1%
113337	1	< 0.1%
113336	1	< 0.1%
113335	1	< 0.1%
113334	1	< 0.1%
113333	1	< 0.1%
113332	1	< 0.1%
113330	1	< 0.1%
Other values (19990)	19990	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100001	1	< 0.1%
100002	1	< 0.1%
100003	1	< 0.1%
100004	1	< 0.1%
100005	1	< 0.1%
100006	1	< 0.1%
100007	1	< 0.1%
100008	1	< 0.1%
100009	1	< 0.1%
100010	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	250
Distinct (%)	1.3%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	101.0054761

Minimum	42
Maximum	211
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	42
5-th percentile	72
Q1	87
median	100
Q3	113
95-th percentile	135.625
Maximum	211
Range	169
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.5572884
Coefficient of variation (CV)	0.1936260206
Kurtosis	0.3146285639
Mean	101.0054761
Median Absolute Deviation (MAD)	13
Skewness	0.4659869627
Sum	2019705.5
Variance	382.4875294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	541	2.7%
96	499	2.5%
100	488	2.4%
92	479	2.4%
102	458	2.3%
94	453	2.3%
104	444	2.2%
98	435	2.2%
106	409	2.0%
84	405	2.0%
Other values (240)	15385	76.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	< 0.1%
44	1	< 0.1%
45	1	< 0.1%
48	2	< 0.1%
49	2	< 0.1%
50	2	< 0.1%
51	4	< 0.1%
52	7	< 0.1%
53	2	< 0.1%
54	11	0.1%

Value	Count	Frequency (%)
211	1	< 0.1%
194	1	< 0.1%
191	2	< 0.1%
186	2	< 0.1%
184	2	< 0.1%
182.5	1	< 0.1%
182	2	< 0.1%
181.5	1	< 0.1%
181	1	< 0.1%
180	3	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	29
Distinct (%)	0.1%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	99.49494848

Minimum	74
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	74
5-th percentile	97
Q1	99
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	26
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.074129091
Coefficient of variation (CV)	0.01079581534
Kurtosis	49.7162905
Mean	99.49494848
Median Absolute Deviation (MAD)	0
Skewness	-4.482165863
Sum	1989302
Variance	1.153753304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
100	14526	72.6%
99	2416	12.1%
98	1529	7.6%
97	650	3.2%
96	243	1.2%
99.5	209	1.0%
98.5	140	0.7%
95	88	0.4%
97.5	76	0.4%
96.5	39	0.2%
Other values (19)	78	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
79	1	< 0.1%
80	1	< 0.1%
82	1	< 0.1%
83	1	< 0.1%
84	1	< 0.1%
85	2	< 0.1%
86	3	< 0.1%
87	1	< 0.1%
89	2	< 0.1%

Value	Count	Frequency (%)
100	14526	72.6%
99.5	209	1.0%
99	2416	12.1%
98.5	140	0.7%
98	1529	7.6%
97.5	76	0.4%
97	650	3.2%
96.5	39	0.2%
96	243	1.2%
95.5	13	0.1%

Temp
Real number (ℝ_≥0)

Distinct	117
Distinct (%)	0.6%
Missing	49
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	37.35684928

Minimum	32.6
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	32.6
5-th percentile	36.4
Q1	36.9
median	37.3
Q3	37.8
95-th percentile	38.6
Maximum	50
Range	17.4
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.7075059994
Coefficient of variation (CV)	0.01893912396
Kurtosis	11.62398671
Mean	37.35684928
Median Absolute Deviation (MAD)	0.4
Skewness	1.204899895
Sum	745306.5
Variance	0.5005647391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	1537	7.7%
37.2	1302	6.5%
36.8	1287	6.4%
37.1	1211	6.1%
36.9	1089	5.4%
37.4	1058	5.3%
37.5	1024	5.1%
37.6	1008	5.0%
37.3	1003	5.0%
36.7	925	4.6%
Other values (107)	8507	42.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32.6	1	< 0.1%
32.8	1	< 0.1%
33.3	1	< 0.1%
33.5	1	< 0.1%
34	2	< 0.1%
34.1	1	< 0.1%
34.4	1	< 0.1%
34.5	1	< 0.1%
34.9	1	< 0.1%
35	3	< 0.1%

Value	Count	Frequency (%)
50	2	< 0.1%
42.1	1	< 0.1%
41.8	1	< 0.1%
41.5	1	< 0.1%
41.4	2	< 0.1%
41.3	1	< 0.1%
41.25	1	< 0.1%
41	1	< 0.1%
40.9	1	< 0.1%
40.8	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	371
Distinct (%)	1.9%
Missing	24
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	157.0853599

Minimum	66
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	66
5-th percentile	117
Q1	138
median	155
Q3	174
95-th percentile	203
Maximum	300
Range	234
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	26.80667552
Coefficient of variation (CV)	0.1706503746
Kurtosis	0.8191790347
Mean	157.0853599
Median Absolute Deviation (MAD)	18
Skewness	0.5269478231
Sum	3137937.15
Variance	718.5978525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	344	1.7%
156	318	1.6%
158	317	1.6%
150	314	1.6%
164	312	1.6%
154	306	1.5%
146	306	1.5%
148	298	1.5%
168	297	1.5%
152	293	1.5%
Other values (361)	16871	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66	2	< 0.1%
70	1	< 0.1%
72	1	< 0.1%
74	1	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
77	1	< 0.1%
79	1	< 0.1%
80	1	< 0.1%
82	3	< 0.1%

Value	Count	Frequency (%)
300	1	< 0.1%
299	1	< 0.1%
298	1	< 0.1%
296	3	< 0.1%
295	1	< 0.1%
294	1	< 0.1%
293	2	< 0.1%
292	2	< 0.1%
290	2	< 0.1%
287	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	343
Distinct (%)	1.7%
Missing	102
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	110.3982561

Minimum	43.5
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	43.5
5-th percentile	83
Q1	96
median	107
Q3	120
95-th percentile	146
Maximum	300
Range	256.5
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.46768543
Coefficient of variation (CV)	0.2125729723
Kurtosis	13.67664927
Mean	110.3982561
Median Absolute Deviation (MAD)	12
Skewness	2.536329695
Sum	2196704.5
Variance	550.7322596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	468	2.3%
104	460	2.3%
98	455	2.3%
96	447	2.2%
102	445	2.2%
106	434	2.2%
108	426	2.1%
105	423	2.1%
110	423	2.1%
103	417	2.1%
Other values (333)	15500	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43.5	1	< 0.1%
55	3	< 0.1%
57	1	< 0.1%
58	1	< 0.1%
60	2	< 0.1%
61	1	< 0.1%
62	3	< 0.1%
62.5	1	< 0.1%
63	5	< 0.1%
64	2	< 0.1%

Value	Count	Frequency (%)
300	4	< 0.1%
298	5	< 0.1%
296	3	< 0.1%
295	1	< 0.1%
294	4	< 0.1%
293	2	< 0.1%
292	2	< 0.1%
291	2	< 0.1%
290	3	< 0.1%
288	2	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	332
Distinct (%)	1.7%
Missing	27
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	88.14609273

Minimum	32
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	32
5-th percentile	64
Q1	75.5
median	85
Q3	97
95-th percentile	120
Maximum	300
Range	268
Interquartile range (IQR)	21.5

Descriptive statistics

Standard deviation	20.65945875
Coefficient of variation (CV)	0.2343774762
Kurtosis	19.22165676
Mean	88.14609273
Median Absolute Deviation (MAD)	11
Skewness	2.861997187
Sum	1760541.91
Variance	426.8132359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	544	2.7%
84	535	2.7%
82	529	2.6%
76	521	2.6%
78	511	2.6%
86	486	2.4%
81	468	2.3%
79	467	2.3%
88	460	2.3%
90	454	2.3%
Other values (322)	14998	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	< 0.1%
36	2	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42	1	< 0.1%
45	3	< 0.1%
45.5	1	< 0.1%
46	7	< 0.1%
47	1	< 0.1%
47.5	1	< 0.1%

Value	Count	Frequency (%)
300	2	< 0.1%
298	1	< 0.1%
296	3	< 0.1%
293	2	< 0.1%
292	2	< 0.1%
291	1	< 0.1%
290	2	< 0.1%
287	1	< 0.1%
285	1	< 0.1%
284	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	137
Distinct (%)	0.7%
Missing	43
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	25.45011775

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	22
median	24
Q3	28
95-th percentile	36
Maximum	100
Range	99
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.703606788
Coefficient of variation (CV)	0.2634017985
Kurtosis	28.77288584
Mean	25.45011775
Median Absolute Deviation (MAD)	3
Skewness	3.409856074
Sum	507908
Variance	44.93834397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	2129	10.6%
22	1979	9.9%
20	1625	8.1%
26	1433	7.2%
25	1393	7.0%
28	1379	6.9%
18	1214	6.1%
23	1063	5.3%
30	964	4.8%
21	825	4.1%
Other values (127)	5953	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
1.5	1	< 0.1%
2	9	< 0.1%
3	6	< 0.1%
4	5	< 0.1%
4.5	1	< 0.1%
5	8	< 0.1%
6	5	< 0.1%
6.5	1	< 0.1%
7	3	< 0.1%

Value	Count	Frequency (%)
100	5	< 0.1%
99	7	< 0.1%
98	6	< 0.1%
97	5	< 0.1%
96.5	1	< 0.1%
96	4	< 0.1%
95	2	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	124
Distinct (%)	3.9%
Missing	16784
Missing (%)	83.9%
Infinite	0
Infinite (%)	0.0%
Mean	38.2994403

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	10
5-th percentile	22
Q1	33
median	38
Q3	43
95-th percentile	52
Maximum	100
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.25899176
Coefficient of variation (CV)	0.2939727493
Kurtosis	9.750683958
Mean	38.2994403
Median Absolute Deviation (MAD)	5
Skewness	1.980621967
Sum	123171
Variance	126.7648955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	149	0.7%
41	147	0.7%
37	140	0.7%
36	139	0.7%
42	137	0.7%
40	135	0.7%
39	135	0.7%
35	130	0.7%
44	111	0.6%
34	106	0.5%
Other values (114)	1887	9.4%
(Missing)	16784	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
10.5	5	< 0.1%
11	7	< 0.1%
12	6	< 0.1%
12.5	1	< 0.1%
13	4	< 0.1%
13.5	3	< 0.1%
14	5	< 0.1%
14.5	3	< 0.1%
15	4	< 0.1%

Value	Count	Frequency (%)
100	10	0.1%
99	4	< 0.1%
98	10	0.1%
97	9	< 0.1%
96	3	< 0.1%
95	2	< 0.1%
94	2	< 0.1%
93	2	< 0.1%
92	4	< 0.1%
86	1	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	189
Distinct (%)	33.9%
Missing	19442
Missing (%)	97.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.143996416

Minimum	-21.8
Maximum	14.2
Zeros	4
Zeros (%)	< 0.1%
Negative	333
Negative (%)	1.7%
Memory size	156.4 KiB

Quantile statistics

Minimum	-21.8
5-th percentile	-8.0225
Q1	-3.4
median	-0.9
Q3	1.4
95-th percentile	5.4
Maximum	14.2
Range	36
Interquartile range (IQR)	4.8

Descriptive statistics

Standard deviation	4.214126748
Coefficient of variation (CV)	-3.683688769
Kurtosis	2.166493674
Mean	-1.143996416
Median Absolute Deviation (MAD)	2.4
Skewness	-0.4150854249
Sum	-638.35
Variance	17.75886425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	13	0.1%
-1.1	10	0.1%
-3.4	9	< 0.1%
-0.5	9	< 0.1%
-4.4	8	< 0.1%
1.5	8	< 0.1%
1.4	8	< 0.1%
-1.3	8	< 0.1%
-0.9	8	< 0.1%
-0.6	7	< 0.1%
Other values (179)	470	2.4%
(Missing)	19442	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-21.8	1	< 0.1%
-18.25	1	< 0.1%
-15.65	1	< 0.1%
-15.1	1	< 0.1%
-14.35	1	< 0.1%
-13.85	1	< 0.1%
-12.6	1	< 0.1%
-11.8	1	< 0.1%
-11.4	1	< 0.1%
-11.3	2	< 0.1%

Value	Count	Frequency (%)
14.2	1	< 0.1%
13.3	1	< 0.1%
11.1	1	< 0.1%
10.2	1	< 0.1%
9.1	1	< 0.1%
9	1	< 0.1%
8.5	1	< 0.1%
8.4	1	< 0.1%
7.9	1	< 0.1%
7.6	3	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	145
Distinct (%)	34.9%
Missing	19584
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	24.56983173

Minimum	7.7
Maximum	36.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	7.7
5-th percentile	18.9
Q1	22.6
median	24.85
Q3	26.4125
95-th percentile	29.75
Maximum	36.4
Range	28.7
Interquartile range (IQR)	3.8125

Descriptive statistics

Standard deviation	3.360838926
Coefficient of variation (CV)	0.1367872179
Kurtosis	2.24279663
Mean	24.56983173
Median Absolute Deviation (MAD)	1.875
Skewness	-0.3018458229
Sum	10221.05
Variance	11.29523828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.3	13	0.1%
23.5	11	0.1%
24.5	10	0.1%
23.2	9	< 0.1%
25.9	9	< 0.1%
26.1	9	< 0.1%
26	9	< 0.1%
25	7	< 0.1%
24.6	7	< 0.1%
26.5	7	< 0.1%
Other values (135)	325	1.6%
(Missing)	19584	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.7	1	< 0.1%
13.1	1	< 0.1%
13.7	1	< 0.1%
15	1	< 0.1%
16.5	1	< 0.1%
16.8	1	< 0.1%
17	2	< 0.1%
17.3	1	< 0.1%
17.4	1	< 0.1%
17.5	1	< 0.1%

Value	Count	Frequency (%)
36.4	1	< 0.1%
36	1	< 0.1%
35.3	1	< 0.1%
33.7	1	< 0.1%
32.9	1	< 0.1%
32.4	1	< 0.1%
32	2	< 0.1%
31.6	1	< 0.1%
31.1	1	< 0.1%
30.9	1	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	68
Distinct (%)	1.2%
Missing	14178
Missing (%)	70.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.261176572

Minimum	0.04
Maximum	4000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.21
Q1	0.4
median	0.5
Q3	0.8
95-th percentile	1
Maximum	4000
Range	3999.96
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	52.41651778
Coefficient of variation (CV)	41.56160125
Kurtosis	5821.644562
Mean	1.261176572
Median Absolute Deviation (MAD)	0.2
Skewness	76.2985385
Sum	7342.57
Variance	2747.491336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1330	6.7%
0.4	1168	5.8%
0.5	915	4.6%
0.21	585	2.9%
0.7	329	1.6%
0.6	286	1.4%
0.28	230	1.1%
0.3	162	0.8%
0.8	150	0.8%
0.35	116	0.6%
Other values (58)	551	2.8%
(Missing)	14178	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04	2	< 0.1%
0.05	4	< 0.1%
0.06	4	< 0.1%
0.21	585	2.9%
0.24	13	0.1%
0.25	8	< 0.1%
0.26	2	< 0.1%
0.27	1	< 0.1%
0.28	230	1.1%
0.29	1	< 0.1%

Value	Count	Frequency (%)
4000	1	< 0.1%
5.05	1	< 0.1%
2	14	0.1%
1.7	1	< 0.1%
1.4	1	< 0.1%
1.3	1	< 0.1%
1.2	3	< 0.1%
1	1330	6.7%
0.98	1	< 0.1%
0.97	1	< 0.1%

pH
Real number (ℝ_≥0)

MISSING

Distinct	63
Distinct (%)	1.1%
Missing	14246
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.407309698

Minimum	6.81
Maximum	7.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	6.81
5-th percentile	7.3
Q1	7.36
median	7.41
Q3	7.45
95-th percentile	7.52
Maximum	7.71
Range	0.9
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.07246876263
Coefficient of variation (CV)	0.009783412006
Kurtosis	2.21484331
Mean	7.407309698
Median Absolute Deviation (MAD)	0.05
Skewness	-0.2612562861
Sum	42621.66
Variance	0.005251721557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.42	371	1.9%
7.38	368	1.8%
7.4	364	1.8%
7.39	316	1.6%
7.36	309	1.5%
7.44	300	1.5%
7.41	293	1.5%
7.46	275	1.4%
7.37	269	1.3%
7.45	266	1.3%
Other values (53)	2623	13.1%
(Missing)	14246	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.81	1	< 0.1%
6.85	1	< 0.1%
7.05	1	< 0.1%
7.06	1	< 0.1%
7.07	1	< 0.1%
7.09	1	< 0.1%
7.1	1	< 0.1%
7.11	1	< 0.1%
7.12	4	< 0.1%
7.14	2	< 0.1%

Value	Count	Frequency (%)
7.71	1	< 0.1%
7.69	1	< 0.1%
7.68	1	< 0.1%
7.64	2	< 0.1%
7.63	4	< 0.1%
7.62	6	< 0.1%
7.61	12	0.1%
7.6	12	0.1%
7.59	20	0.1%
7.58	22	0.1%

PaCO2
Real number (ℝ_≥0)

MISSING

Distinct	423
Distinct (%)	7.3%
Missing	14221
Missing (%)	71.1%
Infinite	0
Infinite (%)	0.0%
Mean	43.41301263

Minimum	12
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	12
5-th percentile	29.5
Q1	36.8
median	41.6
Q3	47
95-th percentile	66.2
Maximum	100
Range	88
Interquartile range (IQR)	10.2

Descriptive statistics

Standard deviation	11.53500494
Coefficient of variation (CV)	0.2657038579
Kurtosis	4.826518059
Mean	43.41301263
Median Absolute Deviation (MAD)	5.4
Skewness	1.741863092
Sum	250883.8
Variance	133.0563389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	256	1.3%
42	252	1.3%
38	227	1.1%
36	212	1.1%
44	204	1.0%
39	189	0.9%
41	186	0.9%
43	186	0.9%
34	177	0.9%
46	176	0.9%
Other values (413)	3714	18.6%
(Missing)	14221	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
16	2	< 0.1%
16.7	1	< 0.1%
17	3	< 0.1%
18	4	< 0.1%
18.8	1	< 0.1%
19	3	< 0.1%
19.2	1	< 0.1%

Value	Count	Frequency (%)
100	6	< 0.1%
99	4	< 0.1%
98	6	< 0.1%
97	5	< 0.1%
96	2	< 0.1%
95	2	< 0.1%
94	4	< 0.1%
93.4	1	< 0.1%
93	4	< 0.1%
92.5	1	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	187
Distinct (%)	3.6%
Missing	14875
Missing (%)	74.4%
Infinite	0
Infinite (%)	0.0%
Mean	97.51632195

Minimum	50.3
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	50.3
5-th percentile	93.1
Q1	96.8
median	98.3
Q3	99.2
95-th percentile	99.7
Maximum	100
Range	49.7
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.842030854
Coefficient of variation (CV)	0.02914415554
Kurtosis	54.10734636
Mean	97.51632195
Median Absolute Deviation (MAD)	1
Skewness	-5.276013539
Sum	499771.15
Variance	8.077139377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.4	203	1.0%
99.2	196	1.0%
99.5	185	0.9%
99.6	180	0.9%
99	174	0.9%
98.8	165	0.8%
98.9	161	0.8%
99.7	160	0.8%
98.6	156	0.8%
99.3	155	0.8%
Other values (177)	3390	17.0%
(Missing)	14875	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50.3	1	< 0.1%
52.5	1	< 0.1%
58.8	1	< 0.1%
65.1	1	< 0.1%
65.6	1	< 0.1%
68	1	< 0.1%
68.2	1	< 0.1%
70.8	1	< 0.1%
72.6	1	< 0.1%
73.3	1	< 0.1%

Value	Count	Frequency (%)
100	7	< 0.1%
99.9	72	0.4%
99.85	1	< 0.1%
99.8	132	0.7%
99.75	3	< 0.1%
99.7	160	0.8%
99.6	180	0.9%
99.55	2	< 0.1%
99.5	185	0.9%
99.45	1	< 0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	717
Distinct (%)	8.5%
Missing	11536
Missing (%)	57.7%
Infinite	0
Infinite (%)	0.0%
Mean	137.2675449

Minimum	5
Maximum	9961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	5
5-th percentile	13
Q1	20
median	29
Q3	56
95-th percentile	364.85
Maximum	9961
Range	9956
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	621.3371001
Coefficient of variation (CV)	4.526467641
Kurtosis	120.1149451
Mean	137.2675449
Median Absolute Deviation (MAD)	12
Skewness	10.16229717
Sum	1161832.5
Variance	386059.792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	292	1.5%
21	289	1.4%
20	286	1.4%
18	283	1.4%
19	281	1.4%
22	269	1.3%
16	256	1.3%
23	242	1.2%
24	236	1.2%
15	220	1.1%
Other values (707)	5810	29.0%
(Missing)	11536	57.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	< 0.1%
6	5	< 0.1%
7	9	< 0.1%
8	14	0.1%
9	35	0.2%
9.5	1	< 0.1%
10	60	0.3%
11	106	0.5%
12	143	0.7%
13	142	0.7%

Value	Count	Frequency (%)
9961	1	< 0.1%
9747	1	< 0.1%
9710	1	< 0.1%
9602	1	< 0.1%
9582	1	< 0.1%
9520	1	< 0.1%
9489	1	< 0.1%
9244	1	< 0.1%
9229	1	< 0.1%
9185	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	208
Distinct (%)	1.1%
Missing	1591
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.73311967

Minimum	1
Maximum	268
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	12
median	17
Q3	28
95-th percentile	64
Maximum	268
Range	267
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	20.10751106
Coefficient of variation (CV)	0.8472342171
Kurtosis	12.91482916
Mean	23.73311967
Median Absolute Deviation (MAD)	7
Skewness	2.88575184
Sum	436903
Variance	404.3120011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	925	4.6%
13	911	4.6%
12	880	4.4%
15	877	4.4%
11	851	4.3%
10	787	3.9%
17	765	3.8%
16	750	3.8%
18	680	3.4%
9	660	3.3%
Other values (198)	10323	51.6%
(Missing)	1591	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	< 0.1%
2	21	0.1%
3	69	0.3%
4	138	0.7%
4.5	2	< 0.1%
5	236	1.2%
5.5	2	< 0.1%
6	372	1.9%
6.5	1	< 0.1%
7	477	2.4%

Value	Count	Frequency (%)
268	1	< 0.1%
252	1	< 0.1%
232	1	< 0.1%
227	1	< 0.1%
211	1	< 0.1%
202	1	< 0.1%
201	1	< 0.1%
190	1	< 0.1%
189	1	< 0.1%
186	2	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	458
Distinct (%)	5.4%
Missing	11530
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	91.7742621

Minimum	11
Maximum	1650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	11
5-th percentile	36
Q1	53
median	70
Q3	100
95-th percentile	209
Maximum	1650
Range	1639
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	86.9212757
Coefficient of variation (CV)	0.9471203986
Kurtosis	71.98889947
Mean	91.7742621
Median Absolute Deviation (MAD)	20
Skewness	6.678583052
Sum	777328
Variance	7555.30817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	140	0.7%
66	139	0.7%
57	134	0.7%
58	133	0.7%
55	133	0.7%
56	132	0.7%
54	131	0.7%
69	126	0.6%
63	125	0.6%
61	124	0.6%
Other values (448)	7153	35.8%
(Missing)	11530	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
18	4	< 0.1%
19	4	< 0.1%
20	3	< 0.1%
21	7	< 0.1%
22	8	< 0.1%

Value	Count	Frequency (%)
1650	2	< 0.1%
1447	1	< 0.1%
1366	1	< 0.1%
1276	1	< 0.1%
1214	1	< 0.1%
1134	1	< 0.1%
1129	1	< 0.1%
1116	1	< 0.1%
1072	1	< 0.1%
1005	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	241
Distinct (%)	1.3%
Missing	1550
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	8.680187534

Minimum	1.07
Maximum	27.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1.07
5-th percentile	7.5
Q1	8.2
median	8.6
Q3	9
95-th percentile	9.7775
Maximum	27.9
Range	26.83
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	1.253103093
Coefficient of variation (CV)	0.1443635968
Kurtosis	41.41546674
Mean	8.680187534
Median Absolute Deviation (MAD)	0.4
Skewness	4.233694042
Sum	160149.46
Variance	1.570267361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	1208	6.0%
8.6	1196	6.0%
8.7	1149	5.7%
8.3	1144	5.7%
8.8	1110	5.5%
8.4	1086	5.4%
8.9	1056	5.3%
8.2	954	4.8%
9	944	4.7%
8.1	867	4.3%
Other values (231)	7736	38.7%
(Missing)	1550	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.07	2	< 0.1%
1.08	3	< 0.1%
1.09	1	< 0.1%
1.1	2	< 0.1%
1.11	2	< 0.1%
1.12	1	< 0.1%
1.13	2	< 0.1%
1.14	1	< 0.1%
1.16	1	< 0.1%
1.17	2	< 0.1%

Value	Count	Frequency (%)
27.9	1	< 0.1%
27	1	< 0.1%
25.2	1	< 0.1%
24.9	1	< 0.1%
23.7	1	< 0.1%
22.6	1	< 0.1%
22.2	2	< 0.1%
21.2	1	< 0.1%
20.6	1	< 0.1%
20.4	2	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	53
Distinct (%)	3.3%
Missing	18383
Missing (%)	91.9%
Infinite	0
Infinite (%)	0.0%
Mean	106.7959184

Minimum	74
Maximum	124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	74
5-th percentile	97
Q1	104
median	107
Q3	110
95-th percentile	115
Maximum	124
Range	50
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.408307065
Coefficient of variation (CV)	0.05064151465
Kurtosis	2.309776643
Mean	106.7959184
Median Absolute Deviation (MAD)	3
Skewness	-0.5865828136
Sum	172689
Variance	29.24978531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	157	0.8%
108	147	0.7%
109	135	0.7%
106	134	0.7%
105	116	0.6%
110	112	0.6%
104	95	0.5%
111	94	0.5%
103	87	0.4%
102	62	0.3%
Other values (43)	478	2.4%
(Missing)	18383	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
82	1	< 0.1%
85	1	< 0.1%
86	3	< 0.1%
88	4	< 0.1%
89	2	< 0.1%
90	4	< 0.1%
91	5	< 0.1%
92	4	< 0.1%
93	8	< 0.1%

Value	Count	Frequency (%)
124	7	< 0.1%
123	1	< 0.1%
122	2	< 0.1%
121	3	< 0.1%
120	6	< 0.1%
119	5	< 0.1%
118	9	< 0.1%
117	8	< 0.1%
116.5	1	< 0.1%
116	17	0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1177
Distinct (%)	6.4%
Missing	1588
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.714813165

Minimum	0.2
Maximum	41.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.55
Q1	0.77
median	1
Q3	1.46
95-th percentile	6.3945
Maximum	41.9
Range	41.7
Interquartile range (IQR)	0.69

Descriptive statistics

Standard deviation	2.338576173
Coefficient of variation (CV)	1.363749836
Kurtosis	27.40770534
Mean	1.714813165
Median Absolute Deviation (MAD)	0.28
Skewness	4.488848926
Sum	31573.14
Variance	5.468938518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.81	261	1.3%
0.8	241	1.2%
0.84	240	1.2%
0.82	238	1.2%
0.78	226	1.1%
0.89	224	1.1%
0.76	219	1.1%
0.79	219	1.1%
0.77	219	1.1%
0.73	217	1.1%
Other values (1167)	16108	80.5%
(Missing)	1588	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.22	1	< 0.1%
0.24	1	< 0.1%
0.26	1	< 0.1%
0.27	2	< 0.1%
0.28	1	< 0.1%
0.29	1	< 0.1%
0.3	31	0.2%
0.31	5	< 0.1%
0.32	5	< 0.1%

Value	Count	Frequency (%)
41.9	1	< 0.1%
29.86	1	< 0.1%
29.2	1	< 0.1%
25	4	< 0.1%
24.99	1	< 0.1%
24.03	1	< 0.1%
24	1	< 0.1%
23.83	1	< 0.1%
22.35	1	< 0.1%
22.2	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	170
Distinct (%)	11.6%
Missing	18529
Missing (%)	92.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.7670700204

Minimum	0.01
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.2
Q3	0.47
95-th percentile	2.705
Maximum	30
Range	29.99
Interquartile range (IQR)	0.37

Descriptive statistics

Standard deviation	2.200593963
Coefficient of variation (CV)	2.868830621
Kurtosis	61.76617545
Mean	0.7670700204
Median Absolute Deviation (MAD)	0.1
Skewness	7.136593048
Sum	1128.36
Variance	4.84261379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	429	2.1%
0.2	275	1.4%
0.3	128	0.6%
0.4	84	0.4%
0.5	38	0.2%
0.6	33	0.2%
1	20	0.1%
0.7	18	0.1%
0.8	16	0.1%
1.1	14	0.1%
Other values (160)	416	2.1%
(Missing)	18529	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%
0.09	10	0.1%
0.1	429	2.1%

Value	Count	Frequency (%)
30	1	< 0.1%
23.62	1	< 0.1%
20.57	1	< 0.1%
20.55	1	< 0.1%
20	2	< 0.1%
19.3	1	< 0.1%
18.61	1	< 0.1%
18.5	1	< 0.1%
16.6	1	< 0.1%
15.6	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	744
Distinct (%)	4.0%
Missing	1173
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	170.4204116

Minimum	44
Maximum	891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	44
5-th percentile	94
Q1	122
median	152
Q3	195
95-th percentile	313
Maximum	891
Range	847
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	72.78074433
Coefficient of variation (CV)	0.4270658874
Kurtosis	7.229435721
Mean	170.4204116
Median Absolute Deviation (MAD)	34
Skewness	2.086764832
Sum	3208505.09
Variance	5297.036745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
147	176	0.9%
146	171	0.9%
136	169	0.8%
133	169	0.8%
121	168	0.8%
150	164	0.8%
115	164	0.8%
120	161	0.8%
140	160	0.8%
134	158	0.8%
Other values (734)	17167	85.8%
(Missing)	1173	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	< 0.1%
51	1	< 0.1%
59.5	1	< 0.1%
61	1	< 0.1%
62	1	< 0.1%
63	1	< 0.1%
66	3	< 0.1%
67	1	< 0.1%
68	2	< 0.1%
69	1	< 0.1%

Value	Count	Frequency (%)
891	1	< 0.1%
871	1	< 0.1%
850	1	< 0.1%
788	1	< 0.1%
757	1	< 0.1%
734	1	< 0.1%
722	1	< 0.1%
708	1	< 0.1%
693	1	< 0.1%
692	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	874
Distinct (%)	18.4%
Missing	15240
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.890462185

Minimum	0.5
Maximum	22.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.88
Q1	1.34
median	1.95
Q3	3.34
95-th percentile	8.201
Maximum	22.25
Range	21.75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.675611187
Coefficient of variation (CV)	0.9256689818
Kurtosis	10.73650928
Mean	2.890462185
Median Absolute Deviation (MAD)	0.75
Skewness	2.871853144
Sum	13758.6
Variance	7.158895227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.4	37	0.2%
1.2	37	0.2%
1.3	37	0.2%
1.1	35	0.2%
1.7	33	0.2%
1.34	30	0.1%
1.35	30	0.1%
0.9	29	0.1%
1	29	0.1%
1.47	28	0.1%
Other values (864)	4435	22.2%
(Missing)	15240	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	4	< 0.1%
0.54	1	< 0.1%
0.55	1	< 0.1%
0.56	2	< 0.1%
0.57	4	< 0.1%
0.59	1	< 0.1%
0.6	6	< 0.1%
0.61	1	< 0.1%
0.62	1	< 0.1%
0.63	4	< 0.1%

Value	Count	Frequency (%)
22.25	1	< 0.1%
21.52	1	< 0.1%
21.26	1	< 0.1%
21.21	1	< 0.1%
19.79	1	< 0.1%
19.71	1	< 0.1%
19.66	1	< 0.1%
19.32	1	< 0.1%
19.12	1	< 0.1%
19.02	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	70
Distinct (%)	0.4%
Missing	3543
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	2.148046424

Minimum	0.5
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.9
median	2.1
Q3	2.3
95-th percentile	2.8
Maximum	9.8
Range	9.3
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.4110517987
Coefficient of variation (CV)	0.1913607612
Kurtosis	30.69868694
Mean	2.148046424
Median Absolute Deviation (MAD)	0.2
Skewness	3.084404281
Sum	35350.4
Variance	0.1689635812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2343	11.7%
2.1	2287	11.4%
2.2	1991	10.0%
1.9	1712	8.6%
2.3	1551	7.8%
1.8	1258	6.3%
2.4	1091	5.5%
2.5	811	4.1%
1.7	754	3.8%
2.6	511	2.6%
Other values (60)	2148	10.7%
(Missing)	3543	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.7	1	< 0.1%
0.9	2	< 0.1%
1	5	< 0.1%
1.1	16	0.1%
1.2	30	0.1%
1.3	65	0.3%
1.4	126	0.6%
1.45	1	< 0.1%
1.5	251	1.3%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.3	1	< 0.1%
8.1	1	< 0.1%
7.9	1	< 0.1%
7.6	1	< 0.1%
7	1	< 0.1%
6.5	1	< 0.1%
6.4	1	< 0.1%
6.2	2	< 0.1%
6.1	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	135
Distinct (%)	1.2%
Missing	8365
Missing (%)	41.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.807700902

Minimum	0.6
Maximum	15.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.6
5-th percentile	2.2
Q1	3
median	3.6
Q3	4.3
95-th percentile	6.3
Maximum	15.5
Range	14.9
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.357147494
Coefficient of variation (CV)	0.3564217697
Kurtosis	6.398993699
Mean	3.807700902
Median Absolute Deviation (MAD)	0.7
Skewness	1.839090252
Sum	44302.6
Variance	1.841849321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.4	523	2.6%
3.5	507	2.5%
3.3	506	2.5%
3.2	482	2.4%
3.6	479	2.4%
3.8	457	2.3%
3.1	449	2.2%
3.7	441	2.2%
2.9	441	2.2%
3	433	2.2%
Other values (125)	6917	34.6%
(Missing)	8365	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	3	< 0.1%
0.7	2	< 0.1%
0.8	7	< 0.1%
0.9	2	< 0.1%
1	12	0.1%
1.1	5	< 0.1%
1.2	12	0.1%
1.3	19	0.1%
1.4	13	0.1%
1.5	27	0.1%

Value	Count	Frequency (%)
15.5	1	< 0.1%
14.2	1	< 0.1%
12.7	1	< 0.1%
12.6	1	< 0.1%
12.2	2	< 0.1%
12	14	0.1%
11.8	2	< 0.1%
11.6	3	< 0.1%
11.5	1	< 0.1%
11.4	2	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	278
Distinct (%)	1.5%
Missing	1434
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.325710438

Minimum	2.3
Maximum	15.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	2.3
5-th percentile	3.5
Q1	3.9
median	4.2
Q3	4.6
95-th percentile	5.5
Maximum	15.8
Range	13.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.72341582
Coefficient of variation (CV)	0.1672363026
Kurtosis	15.19444244
Mean	4.325710438
Median Absolute Deviation (MAD)	0.3
Skewness	2.574320567
Sum	80311.14
Variance	0.5233304487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1564	7.8%
4.1	1526	7.6%
4.2	1444	7.2%
4.3	1291	6.5%
3.9	1270	6.3%
4.4	1155	5.8%
3.8	1118	5.6%
4.5	926	4.6%
3.7	864	4.3%
4.6	797	4.0%
Other values (268)	6611	33.1%
(Missing)	1434	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	3	< 0.1%
2.6	5	< 0.1%
2.7	7	< 0.1%
2.8	11	0.1%
2.9	19	0.1%
3	45	0.2%
3.1	86	0.4%
3.2	97	0.5%

Value	Count	Frequency (%)
15.8	1	< 0.1%
11.8	1	< 0.1%
11.5	2	< 0.1%
10.8	2	< 0.1%
10.75	1	< 0.1%
10.6	3	< 0.1%
10.4	2	< 0.1%
10.2	1	< 0.1%
10	1	< 0.1%
9.8	4	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	198
Distinct (%)	2.3%
Missing	11522
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.372605567

Minimum	0.1
Maximum	49.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.6
median	0.8
Q3	1.3
95-th percentile	3.6
Maximum	49.6
Range	49.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	2.636673757
Coefficient of variation (CV)	1.920926025
Kurtosis	112.3733259
Mean	1.372605567
Median Absolute Deviation (MAD)	0.3
Skewness	9.205650692
Sum	11636.95
Variance	6.952048501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	851	4.3%
0.5	828	4.1%
0.7	823	4.1%
0.8	698	3.5%
0.4	686	3.4%
0.9	599	3.0%
1	499	2.5%
1.1	384	1.9%
0.3	376	1.9%
1.2	319	1.6%
Other values (188)	2415	12.1%
(Missing)	11522	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	30	0.1%
0.15	1	< 0.1%
0.2	147	0.7%
0.25	1	< 0.1%
0.3	376	1.9%
0.35	2	< 0.1%
0.4	686	3.4%
0.45	1	< 0.1%
0.5	828	4.1%
0.55	1	< 0.1%

Value	Count	Frequency (%)
49.6	2	< 0.1%
49.2	1	< 0.1%
45.3	1	< 0.1%
42.9	1	< 0.1%
40.9	1	< 0.1%
38.8	1	< 0.1%
37.5	1	< 0.1%
36.5	1	< 0.1%
34.7	1	< 0.1%
34	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	1143
Distinct (%)	17.4%
Missing	13436
Missing (%)	67.2%
Infinite	0
Infinite (%)	0.0%
Mean	6.66932663

Minimum	0.01
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.09
Q3	1
95-th percentile	40
Maximum	440
Range	439.99
Interquartile range (IQR)	0.97

Descriptive statistics

Standard deviation	25.55908401
Coefficient of variation (CV)	3.832333522
Kurtosis	72.44230041
Mean	6.66932663
Median Absolute Deviation (MAD)	0.08
Skewness	7.321145882
Sum	43777.46
Variance	653.2667757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1209	6.0%
0.03	818	4.1%
0.02	346	1.7%
0.04	273	1.4%
0.05	187	0.9%
0.06	167	0.8%
0.07	163	0.8%
0.08	115	0.6%
0.1	109	0.5%
0.09	99	0.5%
Other values (1133)	3078	15.4%
(Missing)	13436	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1209	6.0%
0.02	346	1.7%
0.03	818	4.1%
0.04	273	1.4%
0.05	187	0.9%
0.06	167	0.8%
0.07	163	0.8%
0.08	115	0.6%
0.09	99	0.5%
0.1	109	0.5%

Value	Count	Frequency (%)
440	2	< 0.1%
394.03	1	< 0.1%
381.6	1	< 0.1%
325.31	1	< 0.1%
271.6	1	< 0.1%
243.81	1	< 0.1%
235.88	1	< 0.1%
226.78	1	< 0.1%
200	34	0.2%
199.41	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	398
Distinct (%)	2.2%
Missing	1953
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	33.73967031

Minimum	9.3
Maximum	70.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	9.3
5-th percentile	24.5
Q1	29.1
median	33.4
Q3	37.9
95-th percentile	43.9
Maximum	70.2
Range	60.9
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	6.042713362
Coefficient of variation (CV)	0.1790981746
Kurtosis	-0.04736581214
Mean	33.73967031
Median Absolute Deviation (MAD)	4.4
Skewness	0.3138012684
Sum	608899.83
Variance	36.51438478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	138	0.7%
36.1	125	0.6%
33	125	0.6%
29.1	124	0.6%
34.6	124	0.6%
33.4	121	0.6%
32.1	118	0.6%
33.5	117	0.6%
29	117	0.6%
35	116	0.6%
Other values (388)	16822	84.1%
(Missing)	1953	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
13.3	1	< 0.1%
14.4	1	< 0.1%
14.6	1	< 0.1%
15.5	1	< 0.1%
16	1	< 0.1%
16.7	1	< 0.1%
16.9	1	< 0.1%
17.4	1	< 0.1%
18.1	3	< 0.1%

Value	Count	Frequency (%)
70.2	1	< 0.1%
65	3	< 0.1%
62	1	< 0.1%
61.2	1	< 0.1%
60.2	1	< 0.1%
59.1	1	< 0.1%
59	1	< 0.1%
58	1	< 0.1%
57.4	1	< 0.1%
57.3	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	207
Distinct (%)	1.1%
Missing	1941
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	11.11210089

Minimum	2.6
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	2.6
5-th percentile	8
Q1	9.5
median	10.9
Q3	12.5
95-th percentile	14.8
Maximum	30
Range	27.4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.168950085
Coefficient of variation (CV)	0.1951881203
Kurtosis	1.340921459
Mean	11.11210089
Median Absolute Deviation (MAD)	1.5
Skewness	0.6569832784
Sum	200673.43
Variance	4.704344473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.1	333	1.7%
10.8	332	1.7%
11.3	326	1.6%
10.5	321	1.6%
9.2	320	1.6%
10.7	316	1.6%
11.2	316	1.6%
10.9	315	1.6%
11.7	312	1.6%
10.2	312	1.6%
Other values (197)	14856	74.3%
(Missing)	1941	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
4	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5.1	1	< 0.1%
5.5	1	< 0.1%
5.6	2	< 0.1%
5.7	1	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
26.6	1	< 0.1%
25	1	< 0.1%
24.8	2	< 0.1%
24	1	< 0.1%
23.8	2	< 0.1%
23.6	3	< 0.1%
23.4	1	< 0.1%
23.2	1	< 0.1%
22.4	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	747
Distinct (%)	17.0%
Missing	15602
Missing (%)	78.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.49657799

Minimum	20
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	20
5-th percentile	24.2
Q1	28.4
median	32
Q3	40.3
95-th percentile	119.7125
Maximum	250
Range	230
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	39.26047598
Coefficient of variation (CV)	0.8823257372
Kurtosis	15.02148047
Mean	44.49657799
Median Absolute Deviation (MAD)	4.7
Skewness	3.779902636
Sum	195695.95
Variance	1541.384974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
249	56	0.3%
28.9	41	0.2%
28.8	39	0.2%
30.8	38	0.2%
28	36	0.2%
27.3	36	0.2%
30.7	36	0.2%
28.6	36	0.2%
29.7	35	0.2%
31.3	35	0.2%
Other values (737)	4010	20.1%
(Missing)	15602	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	21	0.1%
20.1	3	< 0.1%
20.3	1	< 0.1%
20.4	3	< 0.1%
20.5	2	< 0.1%
20.6	2	< 0.1%
20.7	1	< 0.1%
20.8	3	< 0.1%
20.9	5	< 0.1%
21	4	< 0.1%

Value	Count	Frequency (%)
250	10	0.1%
249.9	13	0.1%
249	56	0.3%
248.7	1	< 0.1%
248	1	< 0.1%
247.5	1	< 0.1%
247	2	< 0.1%
246.8	1	< 0.1%
238.1	1	< 0.1%
237.5	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	481
Distinct (%)	2.7%
Missing	2000
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.40393778

Minimum	0.1
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	4.6
Q1	7.5
median	10.2
Q3	13.7
95-th percentile	21.3
Maximum	440
Range	439.9
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	8.307665789
Coefficient of variation (CV)	0.7284909783
Kurtosis	747.5277041
Mean	11.40393778
Median Absolute Deviation (MAD)	3
Skewness	19.03370792
Sum	205270.88
Variance	69.01731086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.6	202	1.0%
8.2	196	1.0%
8.8	195	1.0%
7.4	194	1.0%
8	186	0.9%
10	186	0.9%
7.8	186	0.9%
9.4	183	0.9%
9.2	180	0.9%
10.4	180	0.9%
Other values (471)	16112	80.6%
(Missing)	2000	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	9	< 0.1%
0.2	3	< 0.1%
0.3	3	< 0.1%
0.4	5	< 0.1%
0.5	2	< 0.1%
0.6	3	< 0.1%
0.8	1	< 0.1%
0.9	3	< 0.1%
1	1	< 0.1%
1.1	2	< 0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
387	1	< 0.1%
251	1	< 0.1%
215.3	1	< 0.1%
199.2	1	< 0.1%
182.6	1	< 0.1%
169.7	1	< 0.1%
166.2	1	< 0.1%
152.9	1	< 0.1%
144.9	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	539
Distinct (%)	27.7%
Missing	18052
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%
Mean	322.0056468

Minimum	35
Maximum	1179
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	35
5-th percentile	147.35
Q1	217
median	288
Q3	386
95-th percentile	636.3
Maximum	1179
Range	1144
Interquartile range (IQR)	169

Descriptive statistics

Standard deviation	154.5451557
Coefficient of variation (CV)	0.4799454831
Kurtosis	3.148556483
Mean	322.0056468
Median Absolute Deviation (MAD)	80
Skewness	1.529860586
Sum	627267
Variance	23884.20516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	20	0.1%
200	15	0.1%
230	14	0.1%
305	13	0.1%
236	13	0.1%
334	13	0.1%
208	13	0.1%
280	12	0.1%
229	12	0.1%
215	12	0.1%
Other values (529)	1811	9.1%
(Missing)	18052	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
58	1	< 0.1%
61	2	< 0.1%
62	1	< 0.1%
65	1	< 0.1%
70	1	< 0.1%
71	1	< 0.1%
76	1	< 0.1%
81	2	< 0.1%
86	1	< 0.1%

Value	Count	Frequency (%)
1179	1	< 0.1%
1000	8	< 0.1%
966	1	< 0.1%
954	2	< 0.1%
945	1	< 0.1%
932	1	< 0.1%
919	1	< 0.1%
912	1	< 0.1%
901	1	< 0.1%
897	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	651
Distinct (%)	3.6%
Missing	1992
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	212.581908

Minimum	4
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	4
5-th percentile	88
Q1	149
median	199.5
Q3	259
95-th percentile	378.65
Maximum	2322
Range	2318
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	96.25496857
Coefficient of variation (CV)	0.4527900303
Kurtosis	17.39453052
Mean	212.581908
Median Absolute Deviation (MAD)	54.5
Skewness	1.946998427
Sum	3828175
Variance	9265.018975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	112	0.6%
206	104	0.5%
178	102	0.5%
175	102	0.5%
204	100	0.5%
187	99	0.5%
202	99	0.5%
173	99	0.5%
158	98	0.5%
176	98	0.5%
Other values (641)	16995	85.0%
(Missing)	1992	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	< 0.1%
5	3	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	3	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1140	1	< 0.1%
1036	1	< 0.1%
984	1	< 0.1%
965	1	< 0.1%
932	1	< 0.1%
907	1	< 0.1%
869	1	< 0.1%
865	1	< 0.1%
854	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.6488

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	50
median	62
Q3	72
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.67181022
Coefficient of variation (CV)	0.2748910155
Kurtosis	-0.1562598942
Mean	60.6488
Median Absolute Deviation (MAD)	11
Skewness	-0.2649819802
Sum	1212976
Variance	277.949256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	572	2.9%
68	539	2.7%
66	512	2.6%
65	510	2.5%
61	498	2.5%
69	495	2.5%
71	481	2.4%
62	477	2.4%
63	470	2.4%
70	467	2.3%
Other values (67)	14979	74.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	0.1%
18	32	0.2%
19	54	0.3%
20	65	0.3%
21	99	0.5%
22	59	0.3%
23	77	0.4%

Value	Count	Frequency (%)
100	392	2.0%
89	111	0.6%
88	138	0.7%
87	145	0.7%
86	187	0.9%
85	187	0.9%
84	206	1.0%
83	247	1.2%
82	242	1.2%
81	224	1.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

1	10732
0	9268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Most occurring characters

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	20000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10732	53.7%
0	9268	46.3%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

0.0	6982
1.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6982	34.9%
1.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	6982	50.2%
1.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20887	75.1%
1	6923	24.9%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

1.0	6982
0.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	6982	34.9%
0.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	6982	50.2%
0.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20828	74.9%
1	6982	25.1%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	7975
Distinct (%)	39.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-55.072586

Minimum	-5366.86
Maximum	0
Zeros	1145
Zeros (%)	5.7%
Negative	18855
Negative (%)	94.3%
Memory size	156.4 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-244.829
Q1	-52.3525
median	-8.57
Q3	-3.38
95-th percentile	0
Maximum	0
Range	5366.86
Interquartile range (IQR)	48.9725

Descriptive statistics

Standard deviation	135.5956936
Coefficient of variation (CV)	-2.462126867
Kurtosis	241.4449376
Mean	-55.072586
Median Absolute Deviation (MAD)	8.52
Skewness	-10.8324003
Sum	-1101451.72
Variance	18386.19213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1145	5.7%
-0.02	250	1.2%
-0.03	197	1.0%
-0.01	179	0.9%
-0.04	136	0.7%
-0.05	122	0.6%
-0.06	105	0.5%
-0.07	94	0.5%
-0.09	76	0.4%
-0.08	59	0.3%
Other values (7965)	17637	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3189.39	1	< 0.1%
-3112.12	1	< 0.1%
-2929.37	1	< 0.1%
-2842.11	1	< 0.1%
-2667.34	1	< 0.1%
-2384.78	1	< 0.1%
-2382.34	1	< 0.1%

Value	Count	Frequency (%)
0	1145	5.7%
-0.01	179	0.9%
-0.02	250	1.2%
-0.03	197	1.0%
-0.04	136	0.7%
-0.05	122	0.6%
-0.06	105	0.5%
-0.07	94	0.5%
-0.08	59	0.3%
-0.09	76	0.4%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	229
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.2332

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.2718112
Coefficient of variation (CV)	0.6086807069
Kurtosis	44.09947372
Mean	38.2332
Median Absolute Deviation (MAD)	12
Skewness	4.971265249
Sum	764664
Variance	541.5771966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	684	3.4%
40	671	3.4%
36	669	3.3%
38	667	3.3%
41	638	3.2%
43	611	3.1%
42	597	3.0%
37	580	2.9%
21	563	2.8%
44	558	2.8%
Other values (219)	13762	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	193	1.0%
9	105	0.5%
10	116	0.6%
11	111	0.6%
12	151	0.8%
13	190	0.9%
14	214	1.1%
15	319	1.6%
16	330	1.7%
17	360	1.8%

Value	Count	Frequency (%)
336	7	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%
308	1	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

0	18858
1	1142

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	20000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

0	18858
1	1142

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	20000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18858	94.3%
1	1142	5.7%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
0	100001	107.0	99.0	37.0	123.0	89.0	72.0	23.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30.0	NaN	7.8	NaN	1.50	NaN	233.0	NaN	2.1	NaN	4.2	NaN	NaN	35.3	11.3	NaN	10.8	NaN	170.0	73	1	1.0	0.0	-214.64	24	24
1	100002	71.5	100.0	37.9	157.0	95.0	71.0	26.0	39.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.0	NaN	8.2	NaN	0.84	NaN	222.0	NaN	2.3	3.6	5.2	NaN	3.70	31.4	11.1	NaN	13.2	NaN	85.0	83	1	0.0	1.0	-123.17	25	25
2	100003	135.0	100.0	38.2	168.0	119.0	105.0	33.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6182.0	36.0	347.0	8.4	NaN	1.92	3.4	190.0	NaN	2.4	4.4	5.0	4.3	0.72	34.4	11.4	NaN	15.5	NaN	337.0	48	1	NaN	NaN	-2.83	43	43
3	100004	130.0	100.0	38.0	160.0	120.0	104.0	17.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	67	1	1.0	0.0	-1.93	59	59
4	100005	130.0	100.0	38.9	184.5	95.0	84.0	40.0	NaN	NaN	NaN	0.4	7.55	24.3	95.6	40.0	63.0	231.0	8.9	NaN	1.28	NaN	162.0	2.84	2.1	4.5	5.9	0.6	0.04	26.5	9.0	35.3	17.3	NaN	421.0	50	1	1.0	0.0	-3.27	52	52
5	100006	87.0	100.0	37.0	161.5	111.5	91.0	21.0	NaN	NaN	25.0	NaN	NaN	42.0	98.8	38.0	17.0	51.0	9.1	NaN	0.87	NaN	306.0	NaN	2.3	5.1	4.9	1.1	NaN	50.3	16.7	24.2	8.8	NaN	172.0	50	1	NaN	NaN	0.00	52	47
6	100007	109.0	100.0	37.3	168.0	112.0	91.0	22.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	17.0	112.0	8.5	NaN	0.41	0.1	141.0	NaN	1.7	4.0	4.0	0.5	NaN	26.4	8.4	26.6	7.0	NaN	403.0	42	1	NaN	NaN	-1145.97	37	37
7	100008	104.0	100.0	37.8	208.0	115.0	84.5	28.0	42.5	NaN	NaN	0.4	7.43	50.0	NaN	NaN	51.0	NaN	9.1	105.0	3.82	NaN	219.0	2.00	2.5	5.6	6.3	NaN	NaN	29.5	9.8	NaN	12.9	NaN	134.0	65	1	0.0	1.0	-211.64	50	50
8	100009	88.0	100.0	36.8	154.0	97.5	84.0	18.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12.0	NaN	9.3	NaN	0.71	NaN	103.0	NaN	1.9	NaN	3.9	NaN	NaN	36.2	11.8	NaN	5.7	NaN	201.0	82	0	NaN	NaN	-128.39	30	30
9	100010	105.0	100.0	37.2	171.0	117.0	99.0	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	NaN	9.0	NaN	1.77	NaN	417.0	NaN	2.2	4.1	4.1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	32	0	1.0	0.0	-8.13	16	16

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
19990	119991	84.0	100.0	37.3	172.0	112.0	70.0	31.5	40.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.5	NaN	0.79	NaN	155.0	NaN	1.6	NaN	4.1	NaN	NaN	26.3	8.4	NaN	6.4	NaN	96.0	81	0	0.0	1.0	-66.13	25	25
19991	119992	112.0	100.0	37.5	213.0	153.0	111.0	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.2	NaN	9.93	NaN	143.0	NaN	1.8	6.6	4.5	NaN	0.41	30.2	9.5	NaN	2.8	NaN	198.0	45	1	1.0	0.0	-4.55	41	41
19992	119993	90.5	98.0	37.2	150.5	105.0	86.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.3	NaN	1.01	NaN	132.0	NaN	2.0	2.6	4.1	NaN	0.01	42.0	14.9	NaN	12.3	NaN	175.0	65	1	NaN	NaN	-3.53	21	21
19993	119994	82.0	100.0	37.9	146.0	89.5	66.0	26.0	42.0	NaN	NaN	0.5	7.4	40.0	98.7	NaN	18.0	NaN	8.4	NaN	1.13	NaN	155.0	7.21	2.2	3.6	4.8	NaN	NaN	30.3	10.3	NaN	11.4	NaN	71.0	71	1	0.0	1.0	-29.57	42	42
19994	119995	83.0	98.0	36.3	175.0	124.0	97.0	28.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.8	NaN	0.81	NaN	117.0	NaN	2.0	3.0	3.5	NaN	NaN	39.2	13.1	NaN	7.0	289.0	154.0	76	1	0.0	1.0	-14.90	42	42
19995	119996	124.0	100.0	37.0	164.0	105.0	109.0	23.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	8.0	259.0	8.8	NaN	0.58	NaN	160.0	NaN	2.3	NaN	4.0	3.3	0.01	42.7	13.8	NaN	12.6	NaN	238.0	84	0	NaN	NaN	-6.69	48	48
19996	119997	80.0	100.0	37.3	156.0	193.5	90.0	26.0	45.0	NaN	NaN	NaN	NaN	NaN	NaN	24.0	6.0	116.0	17.8	NaN	0.85	0.1	106.0	NaN	3.2	3.1	3.6	0.7	1.09	49.4	16.1	38.2	10.8	NaN	201.0	30	1	NaN	NaN	-0.02	25	25
19997	119998	103.0	100.0	37.6	205.5	158.5	130.5	26.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	61.0	68.0	8.3	NaN	8.77	NaN	91.0	NaN	1.9	4.1	4.3	0.2	NaN	30.2	9.6	NaN	13.6	NaN	225.0	60	0	1.0	0.0	-53.64	49	49
19998	119999	106.0	100.0	37.9	164.0	114.0	82.0	27.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	29.0	50.0	8.5	NaN	1.04	NaN	111.0	NaN	NaN	NaN	3.4	1.1	NaN	26.5	8.7	NaN	11.4	NaN	272.0	84	0	1.0	0.0	-10.74	20	20
19999	120000	101.0	99.0	37.0	168.0	119.0	84.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	11.0	75.0	9.3	NaN	0.54	0.1	242.0	NaN	2.2	4.0	3.6	0.9	NaN	37.6	12.0	29.1	6.8	NaN	230.0	62	0	NaN	NaN	0.00	35	35

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows